Dazzi M.; Sebastian A.; Parnell T.; Francese P.A.; Benini L.; Eleftheriou E., Efficient Pipelined Execution of CNNs Based on In-Memory Computing and Graph Homomorphism Verification, «IEEE TRANSACTIONS ON COMPUTERS», 2021, 70, Article number: 9404815 , pp. 922 - 935 [Scientific article]
Mazzoni B.; Benatti S.; Benini L.; Tagliavini G., Efficient Transform Algorithms for Parallel Ultra-Low-Power IoT End Nodes, «IEEE EMBEDDED SYSTEMS LETTERS», 2021, 13, pp. 210 - 213 [Scientific article]Open Access
Burrello, Alessio; Marchioni, Alex; Brunelli, Davide; Benatti, Simone; Mangia, Mauro; Benini, Luca, Embedded Streaming Principal Components Analysis for Network Load Reduction in Structural Health Monitoring, «IEEE INTERNET OF THINGS JOURNAL», 2021, 8, pp. 4433 - 4447 [Scientific article]Open Access
Hao C.; Dotzel J.; Xiong J.; Benini L.; Zhang Z.; Chen D., Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Codesign, «IEEE DESIGN & TEST», 2021, 38, Article number: 9391712 , pp. 7 - 26 [Scientific article]
Ottavi G.; Karunaratne G.; Conti F.; Boybat I.; Benini L.; Rossi D., End-To-end 100-TOPS/W Inference with Analog In-Memory Computing: Are We There Yet?, in: 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, New York, Institute of Electrical and Electronics Engineers Inc., 2021, pp. 1 - 4 (atti di: 3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2021, usa, 2021) [Contribution to conference proceedings]Open Access
Karunaratne G.; Le Gallo M.; Hersche M.; Cherubini G.; Benini L.; Sebastian A.; Rahimi A., Energy Efficient In-Memory Hyperdimensional Encoding for Spatio-Temporal Signal Processing, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS», 2021, 68, Article number: 9387248 , pp. 1725 - 1729 [Scientific article]
Florian Glaser; Giuseppe Tagliavini; Davide Rossi; Germain Haugoug; Qiuting Huang; Luca Benini, Energy-Efficient Hardware-Accelerated Synchronization for Shared-L1-Memory Multiprocessor Clusters, «IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS», 2021, 32, pp. 633 - 648 [Scientific article]Open Access
Luciani, G.; Crescentini, M.; Romani, A.; Chiani, M.; Benini, L.; Tartagni, M., Energy-Efficient PRBS Impedance Spectroscopy on a Digital Versatile Platform, «IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT», 2021, 70, Article number: 6501912 , pp. 1 - 12 [Scientific article]Open Access
Mayer P.; Magno M.; Benini L., Energy-Positive Activity Recognition - From Kinetic Energy Harvesting to Smart Self-Sustainable Wearable Devices, «IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS», 2021, 15, pp. 926 - 937 [Scientific article]
Di Mauro, A.; Scherer, M.; Mas, J. F.; Bougenot, B.; Magno, M.; Benini, L., FlyDVS: An Event-Driven Wireless Ultra-Low Power Visual Sensor Node, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1851 - 1854 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Grenoble, France, 2021) [Contribution to conference proceedings]
Mach S.; Schuiki F.; Zaruba F.; Benini L., FPnew: An Open-Source Multiformat Floating-Point Unit Architecture for Energy-Proportional Transprecision Computing, «IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS», 2021, 29, Article number: 9311229 , pp. 774 - 787 [Scientific article]
Miiller H.; Palossi D.; Mach S.; Conti F.; Benini L., Fünfiiber-Drone: A Modular Open-Platform 18-grams Autonomous Nano-Drone, in: Proceedings -Design, Automation and Test in Europe, DATE, Institute of Electrical and Electronics Engineers Inc., 2021, 2021-, pp. 1610 - 1615 (atti di: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, Grenoble, France, 2021) [Contribution to conference proceedings]
Lim S.; Liu Y.P.; Benini L.; Karnik T.; Chang H.-C., F1: Striking the Balance between Energy Efficiency Flexibility: General-Purpose vs Special-Purpose ML Processors, in: Digest of Technical Papers - IEEE International Solid-State Circuits Conference, Institute of Electrical and Electronics Engineers Inc., 2021, 64, pp. 513 - 516 (atti di: 2021 IEEE International Solid-State Circuits Conference, ISSCC 2021, usa, 2021) [Contribution to conference proceedings]
Benini L.; Benatti S.; Jang T.; Rahimi A., Guest Editorial: IEEE TC Special Issue on Smart Edge Computing and IoT, «IEEE TRANSACTIONS ON COMPUTERS», 2021, 70, Article number: 9478311 , pp. 1146 - 1147 [Scientific article]
Benini L.; Chen D.; Xiong J.; Zhang Z., Guest Editors' Introduction: Machine Intelligence at the Edge, «IEEE DESIGN & TEST», 2021, 38, Article number: 9499316 , pp. 5 - 6 [Scientific article]
